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  "metadata": {
    "colab": {
      "name": "Logica example: News Clusters.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "tzrWSfN8UgkZ"
      ],
      "authorship_tag": "ABX9TyOpxfNcQd/kyyy083uBZA9Y",
      "include_colab_link": true
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/EvgSkv/logica/blob/main/examples/Logica_example_News_Clusters.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6MNSB7y6Ue6n"
      },
      "source": [
        "# Logica example: News Clusters\n",
        "\n",
        "In this CoLab we demonstrate Logica syntax when extracting graph of newsmakers\n",
        "from GDELT public BigQuery table."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tzrWSfN8UgkZ"
      },
      "source": [
        "## Install and import Logica"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M_c5Pvxm9lFb",
        "outputId": "150532a1-507d-4bb1-e558-5c8b7d916c08",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 102
        }
      },
      "source": [
        "!pip install logica"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting logica\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/ec/93/c0401a9e48e0a63a99ab7482df637c9f196690ba4be5381bc39388ec0d49/logica-1.2-py3-none-any.whl (568kB)\n",
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            "\u001b[?25hInstalling collected packages: logica\n",
            "Successfully installed logica-1.2\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XvsmXon790u6"
      },
      "source": [
        "from logica import colab_logica\n",
        "from google.colab import auth\n",
        "auth.authenticate_user()\n",
        "colab_logica.SetProject('YOUR_PROJECT_ID')"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Qw8giuOtVQnp"
      },
      "source": [
        "## Extracting Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s48CmnFFDXdN",
        "outputId": "5e3cfee6-df91-4b8a-a47f-d7e2361127c0",
        "colab": {
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",
              "ok": true,
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      "source": [
        "%%logica Relates, PersonWeight\n",
        "\n",
        "# Extracting the graph of common mentions of people.\n",
        "@Limit(Relates, 200);\n",
        "@OrderBy(Relates, \"logica_value desc\");\n",
        "Relates(p1, p2) += 1 :-\n",
        "  p1 > p2,  # Computing relationship for each pair only once.\n",
        "  gdelt-bq.gdeltv2.gkg(persons:, date:),\n",
        "  Substr(ToString(date), 0, 6) == \"202009\",\n",
        "  the_persons == Split(persons, \";\"),\n",
        "  p1 in the_persons,\n",
        "  p2 in the_persons;\n",
        "\n",
        "# For the extracted graph finding weights of the people as\n",
        "# total number of mentions.\n",
        "@OrderBy(PersonWeight, \"weight desc\");\n",
        "PersonWeight(person:, weight? += v) distinct :-\n",
        "  v == Relates(person, px) | v == Relates(py, person);"
      ],
      "execution_count": 3,
      "outputs": [
        {
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            "application/javascript": [
              "window[\"81efdfae-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id2\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_331069c745"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "id2_content_0",
              "outputarea_id1",
              "outputarea_id2",
              "user_output"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "The following query is stored at \u001b[1mRelates_sql\u001b[0m variable.\n",
            "SELECT\n",
            "  x_4 AS col0,\n",
            "  x_5 AS col1,\n",
            "  SUM(1) AS logica_value\n",
            "FROM\n",
            "  gdelt-bq.gdeltv2.gkg AS gdeltbq_gdeltv2_gkg, UNNEST(SPLIT(gdeltbq_gdeltv2_gkg.persons, \";\")) as x_4, UNNEST(SPLIT(gdeltbq_gdeltv2_gkg.persons, \";\")) as x_5\n",
            "WHERE\n",
            "  (x_4 > x_5) AND\n",
            "  SUBSTR(CAST(gdeltbq_gdeltv2_gkg.date AS STRING), 0, 6) = \"202009\"\n",
            "GROUP BY col0, col1 ORDER BY logica_value desc LIMIT 200;\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"81f0ea20-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"81eeec66-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_f91129734b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "id2_content_0",
              "outputarea_id1",
              "outputarea_id2",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"81f20cb6-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"81ea2d98-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_e035d47fb5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"81f383e8-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_6fdf40f52c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_2",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"81f3cfa6-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id1_content_2\");\n",
              "//# sourceURL=js_ff1d8c3001"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_2",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"81f4186c-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"81f3cfa6-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_d59728ca3f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_2",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"81f46286-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id1\"].setSelectedTabIndex(2);\n",
              "//# sourceURL=js_ea704b8c86"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_2",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"85fc81f6-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"81f383e8-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_c915d420e1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_2",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"85ff60f6-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_8c32961f0a"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"85ffd37e-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id1_content_0\");\n",
              "//# sourceURL=js_766caa66c7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"86004e44-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"85ffd37e-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_eb43e78ef3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8600adda-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id1\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_d8e75fd9fd"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"86020310-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_3cea7e23bb"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "id2_content_1",
              "outputarea_id1",
              "outputarea_id2",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"86025e82-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id2_content_1\");\n",
              "//# sourceURL=js_a444a52f7f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "id2_content_1",
              "outputarea_id1",
              "outputarea_id2",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8602c1ce-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"86025e82-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_f157161fe0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "id2_content_1",
              "outputarea_id1",
              "outputarea_id2",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"86031b7e-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id2\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_8fbde233b1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "id2_content_1",
              "outputarea_id1",
              "outputarea_id2",
              "user_output"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "The following table is stored at \u001b[1mRelates\u001b[0m variable.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>col0</th>\n",
              "      <th>col1</th>\n",
              "      <th>logica_value</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>joe biden</td>\n",
              "      <td>donald trump</td>\n",
              "      <td>107458</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>donald trump</td>\n",
              "      <td>barack obama</td>\n",
              "      <td>32352</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>joe biden</td>\n",
              "      <td>barack obama</td>\n",
              "      <td>26302</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>hillary clinton</td>\n",
              "      <td>donald trump</td>\n",
              "      <td>24429</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>joe biden</td>\n",
              "      <td>hillary clinton</td>\n",
              "      <td>21966</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>195</th>\n",
              "      <td>ruth bader ginsburg</td>\n",
              "      <td>justice john roberts</td>\n",
              "      <td>3112</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>196</th>\n",
              "      <td>ruth bader ginsburg</td>\n",
              "      <td>lindsey graham</td>\n",
              "      <td>3104</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>197</th>\n",
              "      <td>susan collins</td>\n",
              "      <td>lindsey graham</td>\n",
              "      <td>3093</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>198</th>\n",
              "      <td>jimmy carter</td>\n",
              "      <td>donald trump</td>\n",
              "      <td>3089</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>199</th>\n",
              "      <td>tamika palmer</td>\n",
              "      <td>brett hankison</td>\n",
              "      <td>3089</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>200 rows × 3 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                    col0                  col1  logica_value\n",
              "0              joe biden          donald trump        107458\n",
              "1           donald trump          barack obama         32352\n",
              "2              joe biden          barack obama         26302\n",
              "3        hillary clinton          donald trump         24429\n",
              "4              joe biden       hillary clinton         21966\n",
              "..                   ...                   ...           ...\n",
              "195  ruth bader ginsburg  justice john roberts          3112\n",
              "196  ruth bader ginsburg        lindsey graham          3104\n",
              "197        susan collins        lindsey graham          3093\n",
              "198         jimmy carter          donald trump          3089\n",
              "199        tamika palmer        brett hankison          3089\n",
              "\n",
              "[200 rows x 3 columns]"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_0",
              "id2_content_1",
              "outputarea_id1",
              "outputarea_id2",
              "user_output"
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"860af92a-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"86020310-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_32f9676585"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
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              "id2_content_1",
              "outputarea_id1",
              "outputarea_id2",
              "user_output"
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"860c8506-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"85ff60f6-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_2ecb80f564"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
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              "outputarea_id1"
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"860de720-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_2dd94d79f1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
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              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"860e2ef6-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id1_content_2\");\n",
              "//# sourceURL=js_86b48df094"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
            "tags": [
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              "outputarea_id1"
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"860e7492-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"860e2ef6-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_0975798aff"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"860eb614-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id1\"].setSelectedTabIndex(2);\n",
              "//# sourceURL=js_66a0b3c082"
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            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
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          }
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        {
          "output_type": "stream",
          "text": [
            "Running PersonWeight\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"86133cfc-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"860de720-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_bd9a4f3c2f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8614b398-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_f77f790876"
            ],
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          },
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          }
        },
        {
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            "application/javascript": [
              "window[\"86150438-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id1_content_1\");\n",
              "//# sourceURL=js_dbe4f76d1b"
            ],
            "text/plain": [
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          }
        },
        {
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            "application/javascript": [
              "window[\"86154d3a-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"86150438-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_832eec2565"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
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          },
          "metadata": {
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        {
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          "data": {
            "application/javascript": [
              "window[\"861594de-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id1\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_fa05152331"
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              "<IPython.core.display.Javascript object>"
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            "text/html": [
              "<link rel=stylesheet type=text/css href='/nbextensions/google.colab/tabbar.css'></link>"
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              "outputarea_id3",
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        {
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          "data": {
            "text/html": [
              "<script src='/nbextensions/google.colab/tabbar_main.min.js'></script>"
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          },
          "metadata": {
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          }
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        {
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            "text/html": [
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            "text/plain": [
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          "data": {
            "application/javascript": [
              "window[\"861733d4-0b30-11eb-b6c9-0242ac1c0002\"] = colab_lib.createTabBar({\"location\": \"top\", \"elementId\": \"id3\", \"tabNames\": [\"SQL\", \"Result\"], \"initialSelection\": 0, \"contentBorder\": [\"0px\"], \"contentHeight\": [\"initial\"], \"borderColor\": [\"#a7a7a7\"]});\n",
              "//# sourceURL=js_80234a2bfe"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"861778ee-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id3\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_816fc1c238"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8618a822-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_f4847dd620"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "id3_content_0",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8618f426-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id3_content_0\");\n",
              "//# sourceURL=js_a14a4fd6c4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "id3_content_0",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8619453e-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8618f426-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_5ea8db94a7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "id3_content_0",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"86198cec-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id3\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_9c32cfae57"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
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              "id3_content_0",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
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          }
        },
        {
          "output_type": "stream",
          "text": [
            "The following query is stored at \u001b[1mPersonWeight_sql\u001b[0m variable.\n",
            "WITH t_1_Relates AS (SELECT\n",
            "  x_13 AS col0,\n",
            "  x_14 AS col1,\n",
            "  SUM(1) AS logica_value\n",
            "FROM\n",
            "  gdelt-bq.gdeltv2.gkg AS gdeltbq_gdeltv2_gkg, UNNEST(SPLIT(gdeltbq_gdeltv2_gkg.persons, \";\")) as x_13, UNNEST(SPLIT(gdeltbq_gdeltv2_gkg.persons, \";\")) as x_14\n",
            "WHERE\n",
            "  (x_13 > x_14) AND\n",
            "  SUBSTR(CAST(gdeltbq_gdeltv2_gkg.date AS STRING), 0, 6) = \"202009\"\n",
            "GROUP BY col0, col1 ORDER BY logica_value desc LIMIT 200),\n",
            "t_0_PersonWeight_MultBodyAggAux AS (SELECT * FROM (\n",
            "  \n",
            "    SELECT\n",
            "      Relates.col0 AS person,\n",
            "      Relates.logica_value AS weight\n",
            "    FROM\n",
            "      t_1_Relates AS Relates\n",
            "   UNION ALL\n",
            "  \n",
            "    SELECT\n",
            "      t_2_Relates.col1 AS person,\n",
            "      t_2_Relates.logica_value AS weight\n",
            "    FROM\n",
            "      t_1_Relates AS t_2_Relates\n",
            "  \n",
            ") AS UNUSED_TABLE_NAME  )\n",
            "SELECT\n",
            "  PersonWeight_MultBodyAggAux.person AS person,\n",
            "  SUM(PersonWeight_MultBodyAggAux.weight) AS weight\n",
            "FROM\n",
            "  t_0_PersonWeight_MultBodyAggAux AS PersonWeight_MultBodyAggAux\n",
            "GROUP BY person ORDER BY weight desc;\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"861aa992-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8618a822-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_58fc92394f"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "id3_content_0",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"861be032-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8614b398-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_558fc86e76"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"861d53d6-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_5ade49ae58"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_2",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"861dec1a-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id1_content_2\");\n",
              "//# sourceURL=js_01eeea8e67"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_2",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"861e3954-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"861dec1a-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_cf073cdb9d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_2",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"861e8260-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id1\"].setSelectedTabIndex(2);\n",
              "//# sourceURL=js_dfdeb7936c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_2",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8aaa8b94-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"861d53d6-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_cb4b96ffc0"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_2",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8aada4c8-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_ae9336505d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8aae57e2-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id1_content_1\");\n",
              "//# sourceURL=js_db6020db42"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8aaeda96-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8aae57e2-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_fcb99d7199"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8aaf73a2-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id1\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_d9deaa59ce"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "outputarea_id1"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ab10992-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_732d05051d"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "id3_content_1",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ab160d6-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id3_content_1\");\n",
              "//# sourceURL=js_671b585986"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "id3_content_1",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ab208e2-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8ab160d6-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_a02878a708"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "id3_content_1",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ab25716-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id3\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_317661a033"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "id3_content_1",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
            ]
          }
        },
        {
          "output_type": "stream",
          "text": [
            "The following table is stored at \u001b[1mPersonWeight\u001b[0m variable.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>person</th>\n",
              "      <th>weight</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>donald trump</td>\n",
              "      <td>533932</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>joe biden</td>\n",
              "      <td>368102</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>barack obama</td>\n",
              "      <td>166446</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>breonna taylor</td>\n",
              "      <td>85550</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>justice ruth bader ginsburg</td>\n",
              "      <td>80025</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>83</th>\n",
              "      <td>michel barnier</td>\n",
              "      <td>3203</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>84</th>\n",
              "      <td>clarence thomas</td>\n",
              "      <td>3198</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>85</th>\n",
              "      <td>robert mueller</td>\n",
              "      <td>3195</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>86</th>\n",
              "      <td>jay inslee</td>\n",
              "      <td>3193</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>87</th>\n",
              "      <td>jimmy carter</td>\n",
              "      <td>3089</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>88 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                         person  weight\n",
              "0                  donald trump  533932\n",
              "1                     joe biden  368102\n",
              "2                  barack obama  166446\n",
              "3                breonna taylor   85550\n",
              "4   justice ruth bader ginsburg   80025\n",
              "..                          ...     ...\n",
              "83               michel barnier    3203\n",
              "84              clarence thomas    3198\n",
              "85               robert mueller    3195\n",
              "86                   jay inslee    3193\n",
              "87                 jimmy carter    3089\n",
              "\n",
              "[88 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "id3_content_1",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
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          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ab5dcf6-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8ab10992-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_fad22b32c3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "id3_content_1",
              "outputarea_id1",
              "outputarea_id3",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ab6f438-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8aada4c8-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_9ff02d249e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id1_content_1",
              "outputarea_id1"
            ]
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XxGPSLL8VUab"
      },
      "source": [
        "## Plotting clusters of newsmakers"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SVFfyJalDoYO",
        "outputId": "1fd97ca7-e15b-4e26-c9c5-aa819741d0bb",
        "colab": {
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                  "content-type",
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              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 935
        }
      },
      "source": [
        "import networkx as nx\n",
        "from matplotlib import pyplot\n",
        "import numpy\n",
        "from google.colab import widgets\n",
        "\n",
        "# Create the graph.\n",
        "G = nx.from_pandas_edgelist(Relates, source='col0', target='col1')\n",
        "\n",
        "# Find connected components.\n",
        "components = list(nx.connected_components(G))\n",
        "\n",
        "# Find most popular newsmaker in each connected component.\n",
        "representatives = []\n",
        "for c in components:\n",
        "  Component = PersonWeight[PersonWeight['person'].isin(c)]\n",
        "  representatives.append(\n",
        "      Component[Component['weight'] == max(Component['weight'])][\n",
        "          'person'].values[0])\n",
        "\n",
        "# Plot connected components in tabs.\n",
        "tabbar = widgets.TabBar(representatives)\n",
        "for c, r in zip(components, representatives):\n",
        "  with tabbar.output_to(r):\n",
        "    Component = PersonWeight[PersonWeight['person'].isin(c)]\n",
        "    pyplot.figure(figsize=(12, 12))\n",
        "    g = G.subgraph(c)\n",
        "    nx.draw(g, with_labels=True)\n",
        "\n",
        "with tabbar.output_to(representatives[0]):\n",
        "  pass\n"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<link rel=stylesheet type=text/css href='/nbextensions/google.colab/tabbar.css'></link>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<script src='/nbextensions/google.colab/tabbar_main.min.js'></script>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div id=\"id4\"></div>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": [
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d47c132-0b30-11eb-b6c9-0242ac1c0002\"] = colab_lib.createTabBar({\"location\": \"top\", \"elementId\": \"id4\", \"tabNames\": [\"donald trump\", \"meghan markle\", \"rhea chakraborty\", \"shinzo abe\", \"daniel prude\", \"keith urban\"], \"initialSelection\": 0, \"contentBorder\": [\"0px\"], \"contentHeight\": [\"initial\"], \"borderColor\": [\"#a7a7a7\"]});\n",
              "//# sourceURL=js_892cf0adec"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d481c68-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id4\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_ada0e3b1ae"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d49881e-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_66547e8212"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d49d864-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id4_content_0\");\n",
              "//# sourceURL=js_620ea86d71"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d4a35c0-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8d49d864-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_4500fc9970"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8d4a9074-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id4\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_d743b85817"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_0",
              "outputarea_id4",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8da3047a-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8d49881e-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_dd1867fe85"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8da42cce-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_1f290d52fa"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8da4655e-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id4_content_1\");\n",
              "//# sourceURL=js_95af393b45"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8da4a2d0-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8da4655e-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_6660991e2b"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8da4dd36-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id4\"].setSelectedTabIndex(1);\n",
              "//# sourceURL=js_2046c5a190"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_1",
              "outputarea_id4",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8dd8d334-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8da42cce-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_892b729da8"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_1",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ddb6b94-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_73bf4281d1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_2",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ddbe330-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id4_content_2\");\n",
              "//# sourceURL=js_34bc795292"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_2",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ddc433e-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8ddbe330-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_5c60941394"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_2",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8ddc89ac-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id4\"].setSelectedTabIndex(2);\n",
              "//# sourceURL=js_17e59f049c"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_2",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_2",
              "outputarea_id4",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e07f16e-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8ddb6b94-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_b0f90b2b3e"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_2",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e093f10-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_deff8ef923"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_3",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e097f34-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id4_content_3\");\n",
              "//# sourceURL=js_5c8c1376c2"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_3",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e09bc2e-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8e097f34-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_0a5dcf1fa4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_3",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e0a00d0-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id4\"].setSelectedTabIndex(3);\n",
              "//# sourceURL=js_e7e2303a85"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_3",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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4AQBQCqKNMhNuAAAUnmij7IQbAACFJtqoAuEGAEBhiTaqQrgBAFBIoo0qEW4AABSOaKNqhBsAAIUi2qgi4QYAQGGINqpKuAEAUAiijSoTbgAAJE+0UXXCDQCApIk2EG4AACRMtMEI4QYAQJJEG7xOuAEAkBzRBrsSbgAAJEW0wZ6EGwAAyRBtMDrhBgBAEkQbjE24AQCQO9EG4xNuAADkSrTBxIQbAAC5EW1QH+EGAEAuRBvUT7gBANBxog0aI9wAAOgo0QaNE24AAHSMaIPmCDcAADpCtEHzhBsAAG0n2qA1wg0AgLYSbdA64QYAQNuINsiGcAMAoC1EG2RHuAEAkDnRBtkSbgAAZEq0QfaEGwAAmRFt0B7CDQCATIg2aB/hBgBAy0QbtJdwAwCgJaIN2k+4AQDQNNEGnSHcAABoimiDzhFuAAA0TLRBZwk3AAAaItqg84QbAAB1E22QD+EGAEBdRBvkR7gBADAh0Qb5Em4AAIxLtEH+hBsAAGMSbZAG4QYAwKhEG6RDuAEAsAfRBmkRbgAA7EK0QXqEGwAANaIN0iTcAACICNEGKRNuAACINkiccAMAqDjRBukTbgAAFSbaoBiEGwBARYk2KA7hBgBQQaINikW4AQBUjGiD4hFuAAAVItqgmIQbAEBFiDYoLuEGAFABog2KTbgBAJScaIPiE24AACUm2qAchBsAQEmJNigP4QYAUEKiDcpFuAEAlIxog/IRbgAAJSLaoJyEGwBASYg2KC/hBgBQAqINyk24AQAUnGiD8hNuAAAFJtqgGoQbAEBBiTaoDuEGAFBAog2qRbgBABSMaIPqEW4AAAUi2qCahBsAQEGINqgu4QYAUACiDapNuAEAJE60AcINACBhog2IEG4AAMkSbcAOwg0AIEGiDdiZcAMASIxoA3Yn3AAAEiLagNEINwCARIg2YCzCDQAgAaINGI9wAwDImWgDJiLcAAByJNqAegg3AICciDagXsINACAHog1ohHADAOgw0QY0SrgBAHSQaAOaIdwAADpEtAHNEm4AAB0g2oBWCDcAgDYTbUCrhBsAQBuJNiALwg0AoE1EG5AV4QYA0AaiDciScAMAyJhoA7Im3AAAMiTagHYQbgAAGRFtQLsINwCADIg2oJ2EGwBAi0Qb0G7CDQCgBaIN6AThBgDQJNEGdIpwAwBogmgDOkm4AQA0SLQBnSbcAAAaINqAPAg3AIA6iTYgL8INAKAOog3Ik3ADAJiAaAPyJtwAAMYh2oAUCDcAgDGINiAVwg0AYBSiDUiJcAMA2I1oA1Ij3AAAdiLagBQJNwCA14g2IFXCDQAgRBuQNuEGAFSeaANSJ9wAgEoTbUARCDcAoLJEG1AUwg0AqCTRBhSJcAMAKke0AUUj3ACAShFtQBEJNwCgMkQbUFTCDQCoBNEGFJlwAwBKT7QBRSfcAIBSE21AGQg3AKC0RBtQFsINACgl0QaUiXADAEpHtAFlI9wAgFIRbUAZCTcAoDREG1BWwg0AKAXRBpSZcAMACk+0AWUn3ACAQhNtQBUINwCgsEQbUBXCDQAoJNEGVIlwAwAKR7QBVSPcAIBCEW1AFQk3AKAwRBtQVcINACgE0QZUmXADAJIn2oCqE24AQNJEG4BwAwASJtoARgg3ACBJog3gdcINAEiOaAPYlXADAJIi2gD2JNwAgGSINoDRCTcAIAmiDWBswg0AyJ1oAxifcAMAciXaACYm3ACA3Ig2gPoINwAgF6INoH7CDQDoONEG0BjhBgB0lGgDaJxwAwA6RrQBNEe4AQAdIdoAmifcAIC2E20ArRFuAEBbiTaA1gk3AKBtRBtANoQbANAWog0gO8INAMicaAPIlnADADIl2gCyJ9wAgMyINoD2EG4AQCZEG0D7CDcAoGWiDaC9hBsA0BLRBtB+wg0AaJpoA+gM4QYANEW0AXSOcAMAGibaADpLuAEADRFtAJ0n3ACAuok2gHwINwCgLqINID/CDQCYkGgDyJdwAwDGJdoA8ifcAIAxiTaANAg3AGBUog0gHcINANiDaANIi3ADAHYh2gDSI9wAgBrRBpAm4QYARIRoA0iZcAMARBtA4oQbAFScaANIn3ADgAoTbQDFINwAoKJEG0BxCDcAqCDRBlAswg0AKka0ARSPcAOAChFtAMUk3ACgIkQbQHEJNwCoANEGUGzCDQBKTrQBFJ9wA4ASE20A5SDcAKCkRBtAeQg3ACgh0QZQLsINAEpGtAGUj3ADgBIRbQDlJNwAoCREG0B5CTcAKAHRBlBuwg0ACk60AZSfcAOAAhNtANUg3ACgoEQbQHUINwAoINEGUC3CDQAKRrQBVI9wA4ACEW0A1STcAKAgRBtAdQk3ACgA0QZQbcINABIn2gAQbgCQMNEGQIRwA4BkiTYAdhBuAJAg0QbAzoQbACRGtAGwO+EGAAkRbQCMRrgBQCJEGwBjEW4AkADRBsB4hBsA5Ey0ATAR4QYAORJtANRDuAFATkQbAPUSbgCQA9EGQCOEGwB0mGgDoFHCDQA6SLQB0AzhBgAdItoAaJZwA4AOEG0AtEK4AUCbiTYAWiXcAKCNRBsAWRBuANAmog2ArAg3AGgD0QZAloQbAGRMtAGQNeEGABkSbQC0g3ADgIyINgDaRbgBQAZEGwDtJNwAoEWiDYB2E24A0ALRBkAnCDcAaJJoA6BThBsANEG0AdBJwg0AGiTaAOg04QYADRBtAORBuAFAnUQbAHkRbgBQB9EGQJ6EGwBMQLQBkDfhBgDjEG0ApEC4AcAYRBsAqRBuADAK0QZASoQbAOxGtAGQGuEGADsRbQCkSLgBwGtEGwCpEm4AEKINgLQJNwAqT7QBkDrhBkCliTYAikC4AVBZog2AohBuAFSSaAOgSIQbAJUj2gAoGuEGQKWINgCKSLgBUBmiDYCiEm4AVIJoA6DIhBsApSfaACg64QZAqYk2AMpAuAFQWqINgLIQbgCUkmgDoEyEGwClI9oAKBvhBkCpiDYAyki4AVAaog2AshJuAJSCaAOgzIQbAIUn2gAoO+EGQKGJNgCqQLgBUFiiDYCqEG4AFJJoA6BKhBsAhSPaAKga4QZAoYg2AKpIuAFQGKINgKoSbgAUgmgDoMqEGwDJE20AVJ1wAyBpog0AhBsACRNtADBCuAGQJNEGAK8TbgAkR7QBwK6EGwBJEW0AsCfhBkAyRBsAjE64AZAE0QYAYxNuAOROtAHA+IQbALkSbQAwMeEGQG5EGwDUR7gBkAvRBgD1E24AdJxoA4DGCDcAOkq0AUDjhBsAHSPaAKA5wg2AjhBtANA84QZA24k2AGiNcAOgrUQbALROuAHQNqINALIh3ABoC9EGANkRbgBkTrQBQLaEGwCZEm0AkD3hBkBmRBsAtIdwAyATog0A2ke4AdAy0QYA7SXcAGiJaAOA9hNuADRNtAFAZwg3AJoi2gCgc4QbAA0TbQDQWcINgIaINgDoPOEGQN1EGwDkQ7gBUBfRBgD5EW4ATEi0AUC+hBsA4xJtAJA/4QbAmEQbAKRBuAEwKtEGAOkQbgDsQbQBQFqEGwC7EG0AkB7hBkCNaAOANAk3ACJCtAFAyoQbAKINABIn3AAqTrQBQPqEG0CFiTYAKAbhBlBRog0AikO4AVSQaAOAYhFuABUj2gCgeIQbQIWINgAoJuEGUBGiDQCKS7gBVIBoA4BiE24AJSfaAKD4hBtAiYk2ACgH4QZQUqINAMpDuAGUkGgDgHIRbgAlI9oAoHyEG0CJiDYAKCfhBlASog0Ayku4AZSAaAOAchNuAAUn2gCg/IQbQIGJNgCoBuEGUFCiDQCqQ7gBFJBoA4BqEW4ABSPaAKB6hBtAgYg2AKgm4QZQEKINAKpLuAEUgGgDgGoTbgCJE20AgHADSJhoAwAihBtAskQbALCDcANIkGgDAHYm3AASI9oAgN0JN4CEiDYAYDTCDSARog0AGItwA0iAaAMAxiPcAHIm2gCAiQg3gByJNgCgHsINICeiDQCol3ADyIFoAwAaIdwAOky0AQCNEm4AHSTaAIBmCDeADhFtAECzhBtAB4g2AKAVwg2gzUQbANAq4QbQRqINAMiCcANoE9EGAGRFuAG0gWgDALIk3AAyJtoAgKwJN4AMiTYAoB2EG0BGRBsA0C7CDSADog0AaCfhBtAi0QYAtJtwA2iBaAMAOkG4ATRJtAEAnSLcAJog2gCAThJuAA0SbQBApwk3gAaINgAgD8INoE6iDQDIi3ADqINoAwDyJNwAJiDaAIC8CTeAcYg2ACAFwg1gDKINAEiFcAMYhWgDAFIi3AB2I9oAgNQIN4CdiDYAIEXCDeA1og0ASJVwAwjRBgCkTbgBlSfaAIDUCTeg0kQbAFAEwg2oLNEGABSFcAMqSbQBAEUi3IDKEW0AQNEIN6BSRBsAUETCDagM0QYAFJVwAypBtAEARSbcgNITbQBA0Qk3oNREGwBQBsINKC3RBgCUhXADSkm0AQBlItyA0hFtAEDZCDegVEQbAFBGwg0oDdEGAJSVcANKQbQBAGUm3IDCE20AQNkJN6DQRBsAUAXCDSgs0QYAVIVwAwpJtAEAVSLcgMIRbQBA1Qg3oFBEGwBQRcINKAzRBgBUlXADCkG0AQBVJtyA5Ik2AKDqhBuQNNEGACDcgISJNgCAEcINSJJoAwB4nXADkiPaAAB2JdyApIg2AIA9CTcgGaINAGB0wg1IgmgDABibcANyJ9oAAMYn3IBciTYAgIkJNyA3og0AoD7CDciFaAMAqJ9wAzpOtAEANEa4AR0l2gAAGifcgI4RbQAAzRFuQEeINgCA5gk3oO1EGwBAa4Qb0FaiDQCgdcINaBvRBgCQDeEGtIVoAwDIjnADMifaAACyJdyATIk2AIDsCTcgM6INAKA9hBuQCdEGANA+wg1omWgDAGgv4Qa0RLQBALSfcAOaJtoAADpDuAFNEW0AAJ0j3ICGiTYAgM4SbkBDRBsAQOcJN6Buog0AIB/CDaiLaAMAyI9wAyYk2gAA8iXcgHGJNgCA/Ak3YEyiDQAgDcINGJVoAwBIh3AD9iDaAADSItyAXYg2AID0CDegRrQBAKRJuAERIdoAAFIm3ADRBgCQOOEGFSfaAADSJ9ygwkQbAEAxCDeoKNEGAFAcwg0qSLQBABSLcIOKEW0AAMUj3KBCRBsAQDEJN6gI0QYAUFzCDSpAtAEAFJtwg5ITbQAAxSfcoMREGwBAOQg3KCnRBgBQHsINSki0AQCUi3CDkhFtAADlI9ygREQbAEA5CTcoCdEGAFBewg1KQLQBAJSbcIOCE20AAOUn3KDARBsAQDUINygo0QYAUB3CDQpItAEAVItwg4IRbQAA1SPcoEBEGwBANQk3KAjRBgBQXcINCkC0AQBUm3CDxIk2AACEGyRMtAEAECHcIFmiDQCAHYQbJEi0AQCwM+EGiRFtAADsTrhBQkQbAACjEW6QCNEGAMBYhBskQLQBADAe4QY5E20AAExEuEGORBsAAPUQbpAT0QYAQL2EG+RAtAEA0AjhBh0m2gAAaJRwgw4SbQAANEO4QYeINgAAmiXcoANEGwAArRBu0GaiDQCAVgk3aCPRBgBAFoQbtIloAwAgK8IN2kC0AQCQJeEGGRNtAABkTbhBhkQbAADtINwgI6INAIB2EW6QAdEGAEA7CTdokWgDAKDdhBu0QLQBANAJwg2aJNoAAOgU4QZNEG0AAHSScIMGiTYAADpNuEEDRBsAAHkQblAn0QYAQF6EG9RBtAEAkCfhBhMQbQAA5E24wThEGwAAKRBuMAbRBgBAKoQbjEK0AQCQEuEGuxFtAACkRrjBTkQbAAApEm7wGtEGAECqhBuEaAMAIG3CjcoTbQAApE64UWmiDQCAIhBuVJZoAwCgKIQblSTaAAAoEuFG5Yg2AACKRrhRKaINAIAiEm5UhmgDAKCohBuVINoAACgy4UbpiTYAAIpOuFFqog0AgDIQbpSWaAMAoCyEG6Uk2gAAKBPhRumINgAAyka4USqiDQCAMhJulIZoAwCgrIQbpSDaAAAoM+FG4Yk2AADKTrhRaKINAIAqEG4UlmgDAKAqhBuFJNoAAKgS4UbhiDYAAKpGuFEoog0AgCoSbhSGaAMAoKqEG4Ug2gAAqDLhRvJEGwOxGhEAAAuvSURBVAAAVSfcSJpoAwAA4UbCRBsAAIwQbiRJtAEAwOuEG8kRbQAAsCvhRlJEGwAA7Em4kQzRBgAAoxNuJEG0AQDA2IQbuRNtAAAwPuFGrkQbAABMTLiRG9EGAAD1EW7kQrQBAED9hBsdJ9oAAKAxwo2OEm0AANA44UbHiDYAAGiOcKMjRBsAADRPuNF2og0AAFoj3Ggr0QYAAK0TbrSNaAMAgGwIN9pCtAEAQHaEG5kTbQAAkC3hRqZEGwAAZE+4kRnRBgAA7SHcyIRoAwCA9hFutEy0AQBAewk3WiLaAACg/YQbTRNtAADQGcKNpog2AADoHOFGw0QbAAB0lnCjIaINAAA6T7hRN9EGAAD5EG7URbQBAEB+hBsTEm0AAJAv4ca4RBsAAORPuDEm0QYAAGkQboxKtAEAQDqEG3sQbQAAkBbhxi5EGwAApEe4USPaAAAgTcKNiBBtAACQMuGGaAMAgMQJt4oTbQAAkD7hVmGiDQAAikG4VZRoAwCA4hBuFSTaAACgWIRbxYg2AAAoHuFWIaINAACKSbhVhGgDAIDiEm4VINoAAKDYhFvJiTYAACg+4VZiog0AAMpBuJWUaAMAgPIQbiUk2gAAoFyEW8mINgAAKB/hViKiDQAAykm4lYRoAwCA8hJuJSDaAACg3IRbwYk2AAAoP+FWYKINAACqQbgVlGgDAIDqEG4FJNoAAKBahFvBiDYAAKge4VYgog0AAKpJuBWEaAMAgOoSbgUg2gAAoNqEW+JEGwAAINwSJtoAAIAI4ZYs0QYAAOwg3BIk2gAAgJ0Jt8SINgAAYHfCLSGiDQAAGI1wS4RoAwAAxiLcEiDaAACA8Qi3nIk2AABgIsItR6INAACoh3DLiWgDAADqJdxyINoAAIBGCLcOE20AAECjhFsHiTYAAKAZwq1DRBsAANAs4dYBog0AAGiFcGsz0QYAALRKuLWRaAMAALIg3NpEtAEAAFkRbm0g2gAAgCwJt4yJNgAAIGvCLUOiDQAAaAfhlhHRBgAAtItwy4BoAwAA2km4tUi0AQAA7SbcWiDaAACAThBuTRJtAABApwi3Jog2AACgk4Rbg0QbAADQacKtAaINAADIg3Crk2gDAADyItzqINoAAIA8CbcJiDYAACBvwm0cog0AAEiBcBuDaAMAAFIh3EYh2gAAgJQIt92INgAAIDXCbSeiDQAASJFwe41oAwAAUiXcQrQBAABpq3y4iTYAACB1lQ430QYAABRBZcNNtAEAAEVRyXATbQAAQJFULtxEGwAAUDSVCjfRBgAAFFFlwk20AQAARVWJcBNtAABAkZU+3EQbAABQdKUON9EGAACUQWnDTbQBAABl0ZP3BBqxfvNg3Pava2Plsxtj48BQ9PX2xIJZfXHakXNi32l71caJNgAAoEy6hoeHh/OexEQeXrMhrlm+Ku5/bF1ERAwOba9t6+2ZFMMRcewh+8V575sfLz7xkGgDAABKpS3htmTJkli1alUsXbp01O2HHXZYXHPNNXWF1dKfPxmX3L0yBoa2xXgz7eqKmNwVsekf/z5u/sp5DUVbV1dXPP744zF//vy69wEAAOiUXG6V/PWvf13XuJFoWxGvbt0+4djh4YgtwxHT33tOrO2d1+IMAQAA0pHs4iQPr9kQl9y9sq5o29mW7RGX3L0yHlm7oU0zAwAA6KyWwu2yyy6LAw88MKZPnx6HHHJI3HfffbVtW7ZsibPPPjumT58ehx12WDz44IO1bfPmzYsf/ehHETFyW+XChQv3GHvN8lXx/CM/jqeuPLX2t/qKk+PZm74QERHbB16O9XdeGWuuPiPWXvvx2PCzW2J4eCTyBoa2xbXLV9W+74EHHoh3v/vd0d/fH7Nnz47zzz8/tmzZssu53H333fGmN70pZs6cGZ///Odj+/bXg/GGG26IQw89NPbZZ5/44Ac/GKtXr27l3wYAANCQpsPt0Ucfjb/5m7+JX/ziF7Fp06b44Q9/GPPmzattv+OOO2LRokWxYcOGOOmkk+L8888f81i7j/3Upz8T9z+2LqYe+t6Y+7nbYu7nbos5598YPf2z4g/+8H0REfHCvdfF9sFX4sBPfStmnfHVePlXy2LzIyMxODwc8eNH18XzmwcjIqK7uzu+/vWvx/r16+Of//mf47777otrr712lzn84Ac/iAcffDB++ctfxu233x433HBDRETcfvvtcemll8b3v//9WLduXRxzzDHx0Y9+tNl/GwAAQMOaDrfu7u4YHByM3/zmN7F169aYN29evPnNb65tf8973hMnnHBCdHd3x1lnnRUPP/zwmMfafewjj+w6dnh4e6y/44ronfsfYvrbPxTD27fFyyt+Ev3HnhOT9poaPf1vjL53nRIv/2pZbZ+uiLjtl2sjIuLII4+Mo446Knp6emLevHnxyU9+Mu6///5dvuOCCy6IGTNmxNy5c+PP//zP4+abb46IiOuuuy4uvPDCOPTQQ6OnpycuuuiieOihh1x1AwAAOqbpcJs/f3584xvfiCVLlsT+++8fixYtimeeeaa2fdasWbXXU6dOjYGBgRgaGhr1WLuP3bplMAa2bK19tuH+G2P7lldjxvGfjIiI7a9ujNg+FD19+9fG9Oy9f2zb/Hzt/cDQ9lj5u00REfHYY4/FiSeeGLNmzYq+vr646KKLYv369bvM4aCDDqq9Pvjgg2vnsnr16li8eHH09/dHf39/zJgxI4aHh+Ppp5+u/58FAADQgpaecTvjjDPipz/9aaxevTq6urriggsuyGpeNS//5v54+Tf/GPudcmF0dY8sgjlpSl/EpJ4Y2vj72rihjeuie9q+u+y7cWAk/j796U/HggUL4vHHH4+NGzfGpZdeGrv/CsKaNWtqr5966qk44IADImIk6K6//vrYsGFD7e/VV1+No48+OvNzBQAAGE1Lz7gtW7YsBgcHo7e3N6ZMmRKTJmW7SOWWZ5+IF+69Pvb/yJeie+retc+7JnXHHxz6npErcYOvxNBLv4+ND/zv+IO3HrfL/n29kyMiYtOmTdHX1xfTpk2LlStXxje/+c09vuuKK66IF198MdasWRNXX311nH766RER8alPfSr+6q/+qvYTBi+99FLceuutmZ4nAADAeJr+HbfBwcH4whe+ECtWrIjJkyfH0UcfHX/7t3+b2cT26pkULz3+89g+sDmeXfrfX//8oMPijQsvjn3e/6l48d7r4unrzo2unjfEtMM/GNPe9v7auN6eSbFg9vSIiPja174Wn/jEJ+Lyyy+Pt7/97XH66afHsmXLdvm+P/mTP4kjjzwyXnrppfjYxz4Wf/ZnfxYREaecckps3rw5Fi1aFKtXr46999473v/+98dpp52W2bkCAACMp2t493sGE7B+82D88WXLYnCosd9w29lePZPiny74T7HvtL0ynBkAAEDnJfkD3DOn7RXv+/f7RVdXc/t3dUUcd8h+og0AACiFJMMtIuIzx86P3p7upvbt7emO846dn/GMAAAA8pFsuB1+UH988YQFMWVyY1OcMnlSfPGEBfG2Of1tmhkAAEBnNb04SSecedS8iIi45O6VMTC0LcZ7Gq+ra+RK2xdPWFDbDwAAoAySXJxkd4+s3RDXLl8VP350XXTFyI9r79DbMymGY+SZtvOOne9KGwAAUDqFCLcdnt88GLf9cm2s/N2m2DiwNfp6J8eC2dPj1D+aYyESAACgtAoVbgAAAFWU7OIkAAAAjBBuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAiRNuAAAAifv/9W0WuebOc+gAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 864x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_3",
              "outputarea_id4",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e395312-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8e093f10-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_d4efc35842"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_3",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e3a902e-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_e6086969b7"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_4",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e3ada34-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id4_content_4\");\n",
              "//# sourceURL=js_0fcaebcfc1"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_4",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e3b1e90-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8e3ada34-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_64255049a3"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_4",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e3b61ca-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id4\"].setSelectedTabIndex(4);\n",
              "//# sourceURL=js_eea12927ca"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_4",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_4",
              "outputarea_id4",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e686878-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8e3a902e-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_26f0990686"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_4",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e6af0fc-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_b1006a1bf4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_5",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e6b6b40-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id4_content_5\");\n",
              "//# sourceURL=js_49ea2f8d17"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_5",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e6bd828-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8e6b6b40-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_4cad311f13"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_5",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e6c1f68-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id4\"].setSelectedTabIndex(5);\n",
              "//# sourceURL=js_fafa80ae14"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_5",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_5",
              "outputarea_id4",
              "user_output"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e98dc2e-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8e6af0fc-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_c472d45df5"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_5",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e9b95c2-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.getActiveOutputArea();\n",
              "//# sourceURL=js_260de30229"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e9c3efa-0b30-11eb-b6c9-0242ac1c0002\"] = document.querySelector(\"#id4_content_0\");\n",
              "//# sourceURL=js_7273507895"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e9c841e-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8e9c3efa-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_387924a0b4"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e9ccb54-0b30-11eb-b6c9-0242ac1c0002\"] = window[\"id4\"].setSelectedTabIndex(0);\n",
              "//# sourceURL=js_11a0e50664"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_0",
              "outputarea_id4"
            ]
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "window[\"8e9e9740-0b30-11eb-b6c9-0242ac1c0002\"] = google.colab.output.setActiveOutputArea(window[\"8e9b95c2-0b30-11eb-b6c9-0242ac1c0002\"]);\n",
              "//# sourceURL=js_bff3ce5df6"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": [
              "id4_content_0",
              "outputarea_id4"
            ]
          }
        }
      ]
    }
  ]
}